Table Data - All Employees: Education and Health Services: Private Education and Health Services in Duluth, MN-WI (MSA)

Title All Employees: Education and Health Services: Private Education and Health Services in Duluth, MN-WI (MSA)
Series ID DULU227EDUH
Source U.S. Bureau of Labor Statistics
Release State Employment and Unemployment
Seasonal Adjustment Seasonally Adjusted
Frequency Monthly
Units Thousands of Persons
Date Range 1990-01-01 to 2026-06-01
Last Updated 2026-07-22 9:50 AM CDT
Notes The Federal Reserve Bank of St. Louis seasonally adjusts this series by using the 'statsmodels' library from Python with default parameter settings. The package uses the U.S. Bureau of the Census X-13ARIMA-SEATS Seasonal Adjustment Program. More information on the 'statsmodels' X-13ARIMA-SEATS package can be found here. More information on X-13ARIMA-SEATS can be found here.

Many series include both seasonally adjusted (SA) and not seasonally adjusted (NSA) data. Occasionally, updates to the data will not include sufficient seasonal factors to trigger a seasonal adjustment. In these cases, the NSA series will be updated normally; but the SA series will also be updated with the NSA data. The NSA series can be located here here.

Some seasonally adjusted series may exhibit negative values because they are created from a seasonal adjustment process regardless of the actual meaning or interpretation of the given indicator.
DATE VALUE
1990-01-01 13.9675569363025
1990-02-01 13.9868166279086
1990-03-01 14.0808533998932
1990-04-01 14.0768112650923
1990-05-01 14.1414454079040
1990-06-01 14.2805225364978
1990-07-01 14.4982389113992
1990-08-01 14.6120899840770
1990-09-01 14.6701147421460
1990-10-01 14.7178716445497
1990-11-01 14.8014463569920
1990-12-01 14.8615812898110
1991-01-01 15.1622837193913
1991-02-01 15.1825901520433
1991-03-01 15.2767203795549
1991-04-01 15.1704875892668
1991-05-01 15.2399213785175
1991-06-01 15.1893042217849
1991-07-01 15.2063944935480
1991-08-01 15.4412716477862
1991-09-01 15.3708743643480
1991-10-01 15.4069339581350
1991-11-01 15.5772750521591
1991-12-01 15.6444585448180
1992-01-01 15.5813175471852
1992-02-01 15.6902241524095
1992-03-01 15.5878676619306
1992-04-01 15.7577010134388
1992-05-01 15.9390504067637
1992-06-01 15.8904660870157
1992-07-01 15.8113340599398
1992-08-01 15.8621144167068
1992-09-01 15.8694855261348
1992-10-01 15.9942776332871
1992-11-01 15.8446129738149
1992-12-01 15.9337532902196
1993-01-01 15.9116148039250
1993-02-01 15.8091887192794
1993-03-01 16.0103851480095
1993-04-01 16.2431246767153
1993-05-01 16.2348280321571
1993-06-01 16.2776590496485
1993-07-01 16.4178271714698
1993-08-01 16.2819567486052
1993-09-01 16.4623137744919
1993-10-01 16.3762750415767
1993-11-01 16.4140858741863
1993-12-01 16.3198105840850
1994-01-01 16.5474660391139
1994-02-01 16.5318997332358
1994-03-01 16.5319159715227
1994-04-01 16.4277684613899
1994-05-01 16.4363383176511
1994-06-01 16.5609790460219
1994-07-01 16.5121337724690
1994-08-01 16.4857905358310
1994-09-01 16.5372173374714
1994-10-01 16.7750538167433
1994-11-01 16.8903201624030
1994-12-01 17.0197434173560
1995-01-01 16.8693737460025
1995-02-01 17.0489077487885
1995-03-01 17.1487481661593
1995-04-01 17.2240337697423
1995-05-01 17.2304312426268
1995-06-01 17.2380136184997
1995-07-01 17.5341138028187
1995-08-01 17.7051478004791
1995-09-01 17.6227302918465
1995-10-01 17.6711466167668
1995-11-01 17.8748163112461
1995-12-01 17.8116279000625
1996-01-01 17.3823487208426
1996-02-01 17.3596300548346
1996-03-01 17.3572819156498
1996-04-01 17.7272366587033
1996-05-01 17.7319623432415
1996-06-01 17.6207258993541
1996-07-01 17.6363066400059
1996-08-01 17.6804164548147
1996-09-01 17.8115154380219
1996-10-01 17.7803826854656
1996-11-01 17.6858375964446
1996-12-01 17.8189280757608
1997-01-01 17.7841782366667
1997-02-01 17.8703502974246
1997-03-01 18.1656316508665
1997-04-01 17.9346873866720
1997-05-01 17.9234446794715
1997-06-01 18.3079390468550
1997-07-01 18.1453276204071
1997-08-01 18.2738993492303
1997-09-01 18.4115114411784
1997-10-01 18.2691218156272
1997-11-01 18.3959537337043
1997-12-01 18.3133179783747
1998-01-01 18.5849856056411
1998-02-01 18.6858299541382
1998-03-01 18.6703255479746
1998-04-01 19.3322870216996
1998-05-01 19.5211393319271
1998-06-01 19.5125246572802
1998-07-01 19.2407342682475
1998-08-01 19.3734263223193
1998-09-01 19.3096757899555
1998-10-01 19.4563814980345
1998-11-01 19.5090228479920
1998-12-01 19.6152804221212
1999-01-01 19.5734893206087
1999-02-01 19.5948432750555
1999-03-01 19.5715344723606
1999-04-01 19.6320493113774
1999-05-01 19.6182831600939
1999-06-01 19.7027762813534
1999-07-01 19.9289439295756
1999-08-01 19.9705771598956
1999-09-01 19.9298716463908
1999-10-01 20.3355521416450
1999-11-01 20.4205114102953
1999-12-01 20.6180345846789
2000-01-01 20.5759319694493
2000-02-01 20.5924465155863
2000-03-01 20.7656601002439
2000-04-01 20.7215126405556
2000-05-01 20.7220959150084
2000-06-01 20.7112227154975
2000-07-01 20.8151614558141
2000-08-01 20.7691007438049
2000-09-01 20.7413709153991
2000-10-01 20.7232887454840
2000-11-01 20.7438542332838
2000-12-01 20.6473078647683
2001-01-01 20.7850930172182
2001-02-01 20.7870080186209
2001-03-01 20.7572980734303
2001-04-01 21.2003418863389
2001-05-01 21.4137361726450
2001-06-01 21.4055454392036
2001-07-01 21.8219857499607
2001-08-01 21.9856145780732
2001-09-01 22.0456773962296
2001-10-01 22.1066478774859
2001-11-01 22.1561978389127
2001-12-01 22.3574589309773
2002-01-01 22.6108513906124
2002-02-01 22.5686089640276
2002-03-01 22.5380858156713
2002-04-01 22.6764535226072
2002-05-01 22.7059534637178
2002-06-01 22.8975810000412
2002-07-01 22.6329167638966
2002-08-01 22.8912253890729
2002-09-01 22.9241282369559
2002-10-01 23.2150028574756
2002-11-01 23.3869382283301
2002-12-01 23.3704584794459
2003-01-01 23.4361065049313
2003-02-01 23.6441688952366
2003-03-01 23.6270381195112
2003-04-01 23.5570002193843
2003-05-01 23.5982829458406
2003-06-01 23.6757081621912
2003-07-01 23.6571791160612
2003-08-01 23.6846010417680
2003-09-01 23.9092469188556
2003-10-01 23.9345802382136
2003-11-01 23.9072550334469
2003-12-01 23.8680712564362
2004-01-01 24.1706006959460
2004-02-01 24.2202068711669
2004-03-01 24.4231279193428
2004-04-01 24.6506625348290
2004-05-01 24.6050038483916
2004-06-01 24.7780389413218
2004-07-01 24.5689212350510
2004-08-01 24.5606407559513
2004-09-01 24.4797389555353
2004-10-01 24.7467972180124
2004-11-01 24.8177742595444
2004-12-01 24.9475269741660
2005-01-01 24.9033575454420
2005-02-01 25.1223514999487
2005-03-01 25.2336060253012
2005-04-01 25.2517991402151
2005-05-01 25.4084265981879
2005-06-01 25.4906199624564
2005-07-01 25.5759037125343
2005-08-01 25.6162751430229
2005-09-01 25.7613733168006
2005-10-01 25.6550878117952
2005-11-01 25.8015952106300
2005-12-01 26.1251026303030
2006-01-01 26.2429243617286
2006-02-01 26.3389514244141
2006-03-01 26.4496445889752
2006-04-01 26.6620681457140
2006-05-01 26.5967907967681
2006-06-01 26.9269203651818
2006-07-01 27.1792207580709
2006-08-01 27.3656500127336
2006-09-01 27.3455165283227
2006-10-01 27.3544649057745
2006-11-01 27.4892011824297
2006-12-01 27.5120889643522
2007-01-01 27.5636584190056
2007-02-01 27.6593625631619
2007-03-01 27.6730389013434
2007-04-01 27.4584364224357
2007-05-01 27.5824237339110
2007-06-01 27.8547438522450
2007-07-01 28.2798508986183
2007-08-01 28.2137139018850
2007-09-01 28.3599161195665
2007-10-01 28.5492244522277
2007-11-01 28.5737896033354
2007-12-01 28.5218986825605
2008-01-01 28.4756982846960
2008-02-01 28.4569500254043
2008-03-01 28.4815259447403
2008-04-01 28.5467532087160
2008-05-01 28.7601102352608
2008-06-01 28.6847053018008
2008-07-01 28.5840876690744
2008-08-01 28.7012874917340
2008-09-01 28.5690816887867
2008-10-01 28.5331413289599
2008-11-01 28.6793555836414
2008-12-01 28.6517689034785
2009-01-01 28.5742930451606
2009-02-01 28.5459229163969
2009-03-01 28.6804284336820
2009-04-01 28.6121733801600
2009-05-01 28.8358274671123
2009-06-01 28.7987572573625
2009-07-01 29.2073428993676
2009-08-01 29.3333021437969
2009-09-01 29.0894963570737
2009-10-01 29.2180007309837
2009-11-01 29.2797356589026
2009-12-01 29.4762300907858
2010-01-01 29.7752255708504
2010-02-01 29.9015080585322
2010-03-01 30.0529325981766
2010-04-01 30.2542874264168
2010-05-01 30.0938909201154
2010-06-01 30.4571379849681
2010-07-01 30.3634603056181
2010-08-01 30.4268577045734
2010-09-01 30.2875278313266
2010-10-01 30.3934579382663
2010-11-01 30.3692697430917
2010-12-01 30.3975703639052
2011-01-01 30.4709758504732
2011-02-01 30.4299019905435
2011-03-01 30.2980854268707
2011-04-01 30.2876754672454
2011-05-01 30.3810491017045
2011-06-01 30.6215114643587
2011-07-01 30.3334154768190
2011-08-01 30.3480384520676
2011-09-01 30.3790477236330
2011-10-01 30.2743636167514
2011-11-01 30.1406225093768
2011-12-01 30.2168104169793
2012-01-01 29.9550406832788
2012-02-01 29.8319817071463
2012-03-01 29.8220850229953
2012-04-01 29.9339811185042
2012-05-01 29.9913807370578
2012-06-01 30.2221736846578
2012-07-01 30.3309980854934
2012-08-01 30.2881246806986
2012-09-01 30.1462323721603
2012-10-01 30.2346643554038
2012-11-01 30.2889321783399
2012-12-01 30.3248765957249
2013-01-01 30.8558435219990
2013-02-01 30.6152618917441
2013-03-01 30.7257591211956
2013-04-01 31.3588233011260
2013-05-01 31.2046905191236
2013-06-01 31.0531827374352
2013-07-01 31.1529705620441
2013-08-01 31.2471340739665
2013-09-01 31.7206602687967
2013-10-01 31.5842736506334
2013-11-01 31.7168157072340
2013-12-01 31.5146369632672
2014-01-01 31.4454074396109
2014-02-01 31.4969953072077
2014-03-01 31.5361012236917
2014-04-01 31.3047371397973
2014-05-01 31.2219151939841
2014-06-01 31.1815208855731
2014-07-01 30.9431513646267
2014-08-01 30.9648750595787
2014-09-01 31.1929981170339
2014-10-01 31.2473621685234
2014-11-01 31.9666123859763
2014-12-01 31.8078267408652
2015-01-01 31.4339187423499
2015-02-01 31.5133371253112
2015-03-01 31.4808627139379
2015-04-01 31.3406112387600
2015-05-01 31.2491148059371
2015-06-01 31.3722821866618
2015-07-01 31.6379839417541
2015-08-01 31.7893053961931
2015-09-01 31.7813545769531
2015-10-01 31.8119185330375
2015-11-01 31.7315308980082
2015-12-01 31.6869390307374
2016-01-01 32.1174943818945
2016-02-01 31.9542665925024
2016-03-01 31.9611636068102
2016-04-01 31.8751699563705
2016-05-01 31.8745060749508
2016-06-01 31.7390859501897
2016-07-01 31.7938496587925
2016-08-01 31.7561451585993
2016-09-01 31.7692341413768
2016-10-01 31.8821511722492
2016-11-01 31.8911101456794
2016-12-01 32.0680912413300
2017-01-01 32.4061418754170
2017-02-01 32.1293381927551
2017-03-01 32.1730760134385
2017-04-01 32.3228286445437
2017-05-01 32.4049692272449
2017-06-01 32.3811540667175
2017-07-01 32.4478040973030
2017-08-01 32.4239947507479
2017-09-01 32.5604921524544
2017-10-01 32.5526539862902
2017-11-01 32.5284625884697
2017-12-01 32.6471878622411
2018-01-01 32.6934753444175
2018-02-01 32.7155748826662
2018-03-01 32.6961213646356
2018-04-01 32.9811357956391
2018-05-01 33.0337397507870
2018-06-01 33.1213644230745
2018-07-01 33.0945349048159
2018-08-01 33.0841360314306
2018-09-01 32.8505514872254
2018-10-01 32.9237870581133
2018-11-01 32.9469012834653
2018-12-01 33.0460249612268
2019-01-01 32.8878049520970
2019-02-01 32.8035168275149
2019-03-01 32.9017178759403
2019-04-01 32.9837057149808
2019-05-01 32.9710859642140
2019-06-01 33.0410769188954
2019-07-01 32.9148217907877
2019-08-01 32.9092020242679
2019-09-01 32.9350031264108
2019-10-01 33.0086008474121
2019-11-01 32.9693204041559
2019-12-01 32.8423073936601
2020-01-01 32.8819282162250
2020-02-01 32.8925021090072
2020-03-01 32.7801805835420
2020-04-01 30.4746314291263
2020-05-01 29.6019753000114
2020-06-01 30.0737970007488
2020-07-01 30.5487945349726
2020-08-01 30.7479001710718
2020-09-01 30.9314212974715
2020-10-01 31.2280107553900
2020-11-01 31.0595716792953
2020-12-01 31.0732407662196
2021-01-01 31.0643880553647
2021-02-01 31.1059766935078
2021-03-01 31.0515546204682
2021-04-01 31.2140585564915
2021-05-01 31.1205312460782
2021-06-01 30.9311444143956
2021-07-01 31.1847455562507
2021-08-01 31.0701052369132
2021-09-01 30.9165981717805
2021-10-01 31.0352673276155
2021-11-01 31.0357542432441
2021-12-01 30.8836660558155
2022-01-01 30.8468517587592
2022-02-01 30.9035716211494
2022-03-01 30.8042735811477
2022-04-01 30.3837003120087
2022-05-01 30.6158696463069
2022-06-01 30.5344919882261
2022-07-01 30.6573998125073
2022-08-01 30.6577926591282
2022-09-01 30.8111619718534
2022-10-01 30.7589553449151
2022-11-01 30.7467156110258
2022-12-01 30.7888628939312
2023-01-01 30.7237367522137
2023-02-01 30.7191695311235
2023-03-01 30.8618494879139
2023-04-01 30.7267724717529
2023-05-01 31.0048237053429
2023-06-01 31.2572560601891
2023-07-01 30.8445140254108
2023-08-01 30.9562724211325
2023-09-01 31.0023705481495
2023-10-01 30.9817118757318
2023-11-01 31.0669641354251
2023-12-01 31.0770365136607
2024-01-01 31.3024705181123
2024-02-01 31.4423771676613
2024-03-01 31.6288156822676
2024-04-01 31.4558300147299
2024-05-01 31.3783397196245
2024-06-01 31.4425453088404
2024-07-01 31.3344160010275
2024-08-01 31.4573947843851
2024-09-01 31.4978757254258
2024-10-01 31.6995633900747
2024-11-01 31.7846349105439
2024-12-01 31.8647808096262
2025-01-01 31.9794896915230
2025-02-01 32.0643666524591
2025-03-01 32.1157222662431
2025-04-01 32.1693734957271
2025-05-01 32.1641506621462
2025-06-01 32.1404960877873
2025-07-01 32.3529574152001
2025-08-01 32.4742817276583
2025-09-01 32.1905350781075
2025-10-01 32.0097974775653
2025-11-01 31.7136266754543
2025-12-01 32.0547686884475
2026-01-01 32.0644321958658
2026-02-01 31.6990400677368
2026-03-01 31.6367784674786
2026-04-01 31.8802255136238
2026-05-01 32.2537856458933
2026-06-01 33.4659461260247

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